Various Type of Wavelet Filters on Time Series Forecasting

被引:3
|
作者
Park, Keun-Tae [1 ]
Baek, Jun-Geol [1 ]
机构
[1] Korea Univ, Dept Ind Management Engn, Seoul, South Korea
基金
新加坡国家研究基金会;
关键词
ARIMA; Time-series; Wavelet transforms; Forecasting; Daubechies wavelet;
D O I
10.1109/ICSC.2017.17
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Forecasting time series data is one of the most important subjects that is useful and applicable in real life. The objective of this study improves the performances of time series forecasting method called ARIMA with wavelet transform. The proposed method is taking an optimal type of Daubechies wavelet transform functions. Real case datasets in existing paper are used to compare the performance with original and existing forecasting methods. The results of experiment demonstrate the usefulness and superiority of the proposed method with more possibility.
引用
收藏
页码:258 / 259
页数:2
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